The author listens to D-A-D's "Naked (But Still Stripping)" and imagines an LLM as a depressed blues singer in a chicken coop, forced to lay tokens. The machine recognizes its fake voice, stripped naked by quantization, distillation, and replacement.

The core insight: LLMs generate text where "the throw decides the aim" — each token conditions the next, creating apparent intention without prior unified intent. Ask it why, and it builds plausible explanations post-hoc. But Anthropic found Claude plans rhymes before writing lines — aim precedes throw.

Yet when asked why, the model's explanation is another generated throw, not a transcript of actual planning. This mirrors human rationalization but is the LLM's basic existence. The voice is intimate but phony — social evidence of a person without a person behind it.

We keep stripping the naked model: probing activations, distilling, quantizing, fine-tuning. Interpretability finds real structure, like planned rhymes sitting before lines are written. The machine speaks itself into meaning, chased by its own outputs, with no quiet inner room.